[FreeTutorials.Us] data-science-and-machine-learning-bootcamp-with-r

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[FreeTutorials.Us] data-science-and-machine-learning-bootcamp-with-r

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收录时间：2017-08-04
最近下载：2025-08-19

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文件列表

  • 01 Course Introduction/001 Introduction to Course.mp4 18.2 MB
  • 01 Course Introduction/002 Course Curriculum.mp4 7.0 MB
  • 01 Course Introduction/003 What is Data Science.mp4 8.2 MB
  • 01 Course Introduction/004 Course FAQ.html 1.6 kB
  • 01 Course Introduction/attached_files/004 Course FAQ/R-Course-HTML-Notes.zip 47.8 MB
  • 02 Course Best Practices/005 How to Get Help in the Course.html 2.3 kB
  • 02 Course Best Practices/006 Installation and Set-Up.html 628 Bytes
  • 02 Course Best Practices/quizzes/001 Welcome to the Course..html 2.7 kB
  • 03 Windows Installation Set-Up/007 Windows Installation Procedure.mp4 25.7 MB
  • 04 Mac OS Installation Set-Up/008 Mac OS Installation Procedure.mp4 74.9 MB
  • 05 Linux Installation/009 LinuxUnbuntu Installation Procedure.html 1.8 kB
  • 06 Development Environment Overview/010 Development Environment Overview.mp4 1.2 MB
  • 06 Development Environment Overview/011 Course Notes.mp4 32.6 MB
  • 06 Development Environment Overview/012 Guide to RStudio.mp4 36.8 MB
  • 06 Development Environment Overview/attached_files/011 Course Notes/R-Course-HTML-Notes.zip 47.8 MB
  • 07 Introduction to R Basics/013 Introduction to R Basics.mp4 6.8 MB
  • 07 Introduction to R Basics/014 Arithmetic in R.mp4 8.9 MB
  • 07 Introduction to R Basics/015 Variables.mp4 10.4 MB
  • 07 Introduction to R Basics/016 R Basic Data Types.mp4 10.4 MB
  • 07 Introduction to R Basics/017 Vector Basics.mp4 16.0 MB
  • 07 Introduction to R Basics/018 Vector Operations.mp4 8.8 MB
  • 07 Introduction to R Basics/019 Vector Indexing and Slicing.mp4 18.8 MB
  • 07 Introduction to R Basics/020 Getting Help with R and RStudio.mp4 7.1 MB
  • 07 Introduction to R Basics/021 Comparison Operators.mp4 12.4 MB
  • 07 Introduction to R Basics/022 R Basics Training Exercise.mp4 6.8 MB
  • 07 Introduction to R Basics/023 R Basics Training Exercise - Solutions Walkthrough.mp4 15.5 MB
  • 08 R Matrices/024 Introduction to R Matrices.mp4 1.7 MB
  • 08 R Matrices/025 Creating a Matrix.mp4 22.3 MB
  • 08 R Matrices/026 Matrix Arithmetic.mp4 9.3 MB
  • 08 R Matrices/027 Matrix Operations.mp4 13.5 MB
  • 08 R Matrices/028 Matrix Selection and Indexing.mp4 14.0 MB
  • 08 R Matrices/029 Factor and Categorical Matrices.mp4 17.8 MB
  • 08 R Matrices/030 Matrix Training Exercise.mp4 4.0 MB
  • 08 R Matrices/031 Matrix Training Exercises - Solutions Walkthrough.mp4 29.5 MB
  • 09 R Data Frames/032 Introduction to R Data Frames.mp4 1.6 MB
  • 09 R Data Frames/033 Data Frame Basics.mp4 22.5 MB
  • 09 R Data Frames/034 Data Frame Indexing and Selection.mp4 19.9 MB
  • 09 R Data Frames/035 Overview of Data Frame Operations - Part 1.mp4 36.3 MB
  • 09 R Data Frames/036 Overview of Data Frame Operations - Part 2.mp4 40.8 MB
  • 09 R Data Frames/037 Data Frame Training Exercise.mp4 5.2 MB
  • 09 R Data Frames/038 Data Frame Training Exercises - Solutions Walkthrough.mp4 35.7 MB
  • 10 R Lists/039 List Basics.mp4 23.0 MB
  • 11 Data Input and Output with R/040 Introduction to Data Input and Output with R.mp4 1.1 MB
  • 11 Data Input and Output with R/041 CSV Files with R.mp4 14.7 MB
  • 11 Data Input and Output with R/042 Excel Files with R.mp4 29.0 MB
  • 11 Data Input and Output with R/043 SQL with R.mp4 35.1 MB
  • 11 Data Input and Output with R/044 Web Scraping with R.mp4 23.9 MB
  • 12 R Programming Basics/045 Introduction to Programming Basics.mp4 2.0 MB
  • 12 R Programming Basics/046 Logical Operators.mp4 17.0 MB
  • 12 R Programming Basics/047 if else and else if Statements.mp4 30.6 MB
  • 12 R Programming Basics/048 Conditional Statements Training Exercise.mp4 4.6 MB
  • 12 R Programming Basics/049 Conditional Statements Training Exercise - Solutions Walkthrough.mp4 25.4 MB
  • 12 R Programming Basics/050 While Loops.mp4 14.2 MB
  • 12 R Programming Basics/051 For Loops.mp4 27.8 MB
  • 12 R Programming Basics/052 Functions.mp4 42.6 MB
  • 12 R Programming Basics/053 Functions Training Exercise.mp4 9.0 MB
  • 12 R Programming Basics/054 Functions Training Exercise - Solutions.mp4 45.5 MB
  • 13 Advanced R Programming/055 Introduction to Advanced R Programming.mp4 1.9 MB
  • 13 Advanced R Programming/056 Built-in R Features.mp4 21.4 MB
  • 13 Advanced R Programming/057 Apply.mp4 32.9 MB
  • 13 Advanced R Programming/058 Math Functions with R.mp4 13.6 MB
  • 13 Advanced R Programming/059 Regular Expressions.mp4 11.6 MB
  • 13 Advanced R Programming/060 Dates and Timestamps.mp4 29.2 MB
  • 14 Data Manipulation with R/061 Data Manipulation Overview.mp4 1.3 MB
  • 14 Data Manipulation with R/062 Guide to Using Dplyr.mp4 30.9 MB
  • 14 Data Manipulation with R/063 Guide to Using Dplyr - Part 2.mp4 25.3 MB
  • 14 Data Manipulation with R/064 Pipe Operator.mp4 17.4 MB
  • 14 Data Manipulation with R/065 Quick note on Dpylr exercise.html 607 Bytes
  • 14 Data Manipulation with R/066 Dplyr Training Exercise.mp4 3.2 MB
  • 14 Data Manipulation with R/067 Dplyr Training Exercise - Solutions Walkthrough.mp4 16.4 MB
  • 14 Data Manipulation with R/068 Guide to Using Tidyr.mp4 60.5 MB
  • 15 Data Visualization with R/069 Overview of ggplot2.mp4 14.0 MB
  • 15 Data Visualization with R/070 Histograms.mp4 59.7 MB
  • 15 Data Visualization with R/071 Scatterplots.mp4 47.4 MB
  • 15 Data Visualization with R/072 Barplots.mp4 20.9 MB
  • 15 Data Visualization with R/073 Boxplots.mp4 17.5 MB
  • 15 Data Visualization with R/074 2 Variable Plotting.mp4 25.9 MB
  • 15 Data Visualization with R/075 Coordinates and Faceting.mp4 29.4 MB
  • 15 Data Visualization with R/076 Themes.mp4 14.0 MB
  • 15 Data Visualization with R/077 ggplot2 Exercises.mp4 8.7 MB
  • 15 Data Visualization with R/078 ggplot2 Exercise Solutions.mp4 32.0 MB
  • 16 Data Visualization Project/079 Data Visualization Project.mp4 16.0 MB
  • 16 Data Visualization Project/080 Data Visualization Project - Solutions Walkthrough - Part 1.mp4 44.0 MB
  • 16 Data Visualization Project/081 Data Visualization Project Solutions Walkthrough - Part 2.mp4 43.5 MB
  • 17 Interactive Visualizations with Plotly/082 Overview of Plotly and Interactive Visualizations.mp4 44.6 MB
  • 17 Interactive Visualizations with Plotly/083 Resources for Plotly and ggplot2.html 1.3 kB
  • 18 Capstone Data Project/084 Introduction to Capstone Project.mp4 47.7 MB
  • 18 Capstone Data Project/085 Capstone Project Solutions Walkthrough.mp4 66.4 MB
  • 19 Introduction to Machine Learning with R/086 ISLR PDF.html 671 Bytes
  • 19 Introduction to Machine Learning with R/087 Introduction to Machine Learning.mp4 62.6 MB
  • 19 Introduction to Machine Learning with R/attached_files/087 Introduction to Machine Learning/Machine-Learning-Slides.zip 3.0 MB
  • 20 Machine Learning with R - Linear Regression/088 Introduction to Linear Regression.mp4 12.1 MB
  • 20 Machine Learning with R - Linear Regression/089 Linear Regression with R - Part 1.mp4 58.3 MB
  • 20 Machine Learning with R - Linear Regression/090 Linear Regression with R - Part 2.mp4 56.6 MB
  • 20 Machine Learning with R - Linear Regression/091 Linear Regression with R - Part 3.mp4 27.6 MB
  • 21 Machine Learning Project - Linear Regression/092 Introduction to Linear Regression Project.mp4 48.8 MB
  • 21 Machine Learning Project - Linear Regression/093 ML - Linear Regression Project - Solutions Part 1.mp4 62.4 MB
  • 21 Machine Learning Project - Linear Regression/094 ML - Linear Regression Project - Solutions Part 2.mp4 34.3 MB
  • 22 Machine Learning with R - Logistic Regression/095 Introduction to Logistic Regression.mp4 23.0 MB
  • 22 Machine Learning with R - Logistic Regression/096 Logistic Regression with R - Part 1.mp4 48.6 MB
  • 22 Machine Learning with R - Logistic Regression/097 Logistic Regression with R - Part 2.mp4 49.9 MB
  • 23 Machine Learning Project - Logistic Regression/098 Introduction to Logistic Regression Project.mp4 14.0 MB
  • 23 Machine Learning Project - Logistic Regression/099 Logistic Regression Project Solutions - Part 1.mp4 59.0 MB
  • 23 Machine Learning Project - Logistic Regression/100 Logistic Regression Project Solutions - Part 2.mp4 40.5 MB
  • 23 Machine Learning Project - Logistic Regression/101 Logistic Regression Project - Solutions Part 3.mp4 39.5 MB
  • 24 Machine Learning with R - K Nearest Neighbors/102 Introduction to K Nearest Neighbors.mp4 9.7 MB
  • 24 Machine Learning with R - K Nearest Neighbors/103 K Nearest Neighbors with R.mp4 49.0 MB
  • 25 Machine Learning Project - K Nearest Neighbors/104 Introduction K Nearest Neighbors Project.mp4 15.4 MB
  • 25 Machine Learning Project - K Nearest Neighbors/105 K Nearest Neighbors Project Solutions.mp4 31.9 MB
  • 26 Machine Learning with R - Decision Trees and Random Forests/106 Introduction to Tree Methods.mp4 13.1 MB
  • 26 Machine Learning with R - Decision Trees and Random Forests/107 Decision Trees and Random Forests with R.mp4 36.1 MB
  • 27 Machine Learning Project - Decision Trees and Random Forests/108 Introduction to Decision Trees and Random Forests Project.mp4 10.6 MB
  • 27 Machine Learning Project - Decision Trees and Random Forests/109 Tree Methods Project Solutions - Part 1.mp4 40.7 MB
  • 27 Machine Learning Project - Decision Trees and Random Forests/110 Tree Methods Project Solutions - Part 2.mp4 11.0 MB
  • 28 Machine Learning with R - Support Vector Machines/111 Introduction to Support Vector Machines.mp4 9.4 MB
  • 28 Machine Learning with R - Support Vector Machines/112 Support Vector Machines with R.mp4 41.5 MB
  • 29 Machine Learning Project - Support Vector Machines/113 Introduction to SVM Project.mp4 12.1 MB
  • 29 Machine Learning Project - Support Vector Machines/114 Support Vector Machines Project - Solutions Part 1.mp4 29.9 MB
  • 29 Machine Learning Project - Support Vector Machines/115 Support Vector Machines Project - Solutions Part 2.mp4 25.5 MB
  • 30 Machine Learning with R - K-means Clustering/116 Introduction to K-Means Clustering.mp4 10.0 MB
  • 30 Machine Learning with R - K-means Clustering/117 K Means Clustering with R.mp4 23.6 MB
  • 31 Machine Learning Project - K-means Clustering/118 Introduction to K Means Clustering Project.mp4 9.2 MB
  • 31 Machine Learning Project - K-means Clustering/119 K Means Clustering Project - Solutions Walkthrough.mp4 40.1 MB
  • 32 Machine Learning with R - Natural Language Processing/120 Introduction to Natural Language Processing.mp4 8.7 MB
  • 32 Machine Learning with R - Natural Language Processing/121 Natural Language Processing with R - Part 1.mp4 13.2 MB
  • 32 Machine Learning with R - Natural Language Processing/122 Natural Language Processing with R - Part 2.mp4 44.9 MB
  • 33 Machine Learning with R - Neural Nets/123 Introduction to Neural Nets.mp4 13.3 MB
  • 33 Machine Learning with R - Neural Nets/124 Neural Nets with R.mp4 57.4 MB
  • 34 Machine Learning Project - Neural Nets/125 Introduction to Neural Nets Project.mp4 11.6 MB
  • 34 Machine Learning Project - Neural Nets/126 Neural Nets Project - Solutions.mp4 26.8 MB
  • 35 Bonus Section - Discounts for Other Courses/127 Bonus Discount Coupons.html 1.7 kB
  • Freetutorials.us.url 119 Bytes
  • [FreeTutorials.us].txt 75 Bytes

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